Guide to Simulation and Modeling for Biosciences (Simulation Foundations, Methods and Applications)
暫譯: 生物科學模擬與建模指南(模擬基礎、方法與應用)

David J. J. Barnes

  • 出版商: Springer
  • 出版日期: 2016-10-22
  • 售價: $2,470
  • 貴賓價: 9.5$2,347
  • 語言: 英文
  • 頁數: 352
  • 裝訂: Paperback
  • ISBN: 1447168984
  • ISBN-13: 9781447168980
  • 海外代購書籍(需單獨結帳)

商品描述

This accessible text/reference presents a detailed introduction to the use of a wide range of software tools and modeling environments for use in the biosciences, as well as some of the fundamental mathematical background. The practical constraints and difficulties presented by each modeling technique are described in detail, enabling the researcher to determine quickly which software package would be most useful for their particular problem.

This "Guide to Simulation and Modeling for Biosciences" is a fully updated and enhanced revision of the authors earlier "Introduction to Modeling for Biosciences." Written with the particular needs of the novice modeler in mind, this unique and helpful work guides the reader through realistic and concrete modeling projects, highlighting and commenting on the process of abstracting the real system into a model.

Topics and features: introduces a basic array of techniques to formulate models of biological systems, and to solve them; discusses agent-based models, stochastic modeling techniques, differential equations, spatial simulations, and Gillespie s stochastic simulation algorithm; provides exercises to help the reader sharpen their understanding of the topics; describes such useful tools as the Maxima algebra system, the PRISM model checker, and the modeling environments Repast Simphony and Smoldyn; contains appendices on rules of differentiation and integration, Maxima and PRISM notation, and some additional mathematical concepts; offers supplementary material at an associated website, including source code for many of the example models discussed in the book.

Students and active researchers in the biosciences will benefit from the discussions of the high-quality, tried-and-tested modeling tools described in the book, as well as the thorough descriptions and examples."

商品描述(中文翻譯)

這本易於理解的文本/參考書詳細介紹了在生物科學中使用各種軟體工具和建模環境的方式,以及一些基本的數學背景。每種建模技術所面臨的實際限制和困難都被詳細描述,使研究人員能夠快速判斷哪個軟體包對他們特定的問題最有用。

這本《生物科學模擬與建模指南》是作者早期作品《生物科學建模入門》的全面更新和增強版。這本獨特且有幫助的著作考慮到了初學者建模者的特定需求,指導讀者通過現實且具體的建模項目,強調並評論將真實系統抽象為模型的過程。

主題和特點:介紹了一系列基本技術以形成生物系統的模型並解決它們;討論了基於代理的模型、隨機建模技術、微分方程、空間模擬以及 Gillespie 的隨機模擬算法;提供練習題以幫助讀者加深對主題的理解;描述了如 Maxima 代數系統、PRISM 模型檢查器以及建模環境 Repast Simphony 和 Smoldyn 等有用工具;包含有關微分和積分規則、Maxima 和 PRISM 符號以及一些額外數學概念的附錄;在相關網站上提供補充材料,包括書中討論的許多示例模型的源代碼。

生物科學的學生和活躍研究人員將從書中描述的高品質、經過驗證的建模工具的討論中受益,以及詳細的描述和示例。

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